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Course Outline
Introduction to AI for Software Development
- What is Generative AI vs Predictive AI
- Applications of AI in coding, analytics, and automation
- Overview of LLMs, transformers, and deep learning models
AI-Assisted Coding and Predictive Development
- AI-powered code completion and generation (GitHub Copilot, CodeGeeX)
- Predicting code bugs and vulnerabilities before deployment
- Automating code reviews and optimization suggestions
Building Predictive Models for Software Applications
- Understanding time-series forecasting and predictive analytics
- Implementing AI models for demand forecasting and anomaly detection
- Using Python, Scikit-learn, and TensorFlow for predictive modeling
Generative AI for Text, Code, and Image Generation
- Working with GPT, LLaMA, and other LLMs
- Generating synthetic data, text summaries, and documentation
- Creating AI-generated images and videos with diffusion models
Deploying AI Models in Real-World Applications
- Hosting AI models using Hugging Face, AWS, and Google Cloud
- Building API-based AI services for business applications
- Fine-tuning pre-trained AI models for domain-specific tasks
AI for Predictive Business Insights and Decision-Making
- AI-driven business intelligence and customer analytics
- Predicting market trends and consumer behavior
- Automating workflow optimizations with AI
Ethical AI and Best Practices in Development
- Ethical considerations in AI-assisted decision-making
- Bias detection and fairness in AI models
- Best practices for interpretable and responsible AI
Hands-On Workshops and Case Studies
- Implementing predictive analytics for a real-world dataset
- Building an AI-powered chatbot with text generation
- Deploying an LLM-based application for automation
Summary and Next Steps
- Review of key takeaways
- AI tools and resources for further learning
- Final Q&A session
Requirements
- An understanding of basic software development concepts
- Experience with any programming language (Python recommended)
- Familiarity with machine learning or AI fundamentals (recommended but not required)
Audience
- Software developers
- AI/ML engineers
- Technical team leads
- Product managers interested in AI-powered applications
21 Hours
Delivery Options
Private Group Training
Our identity is rooted in delivering exactly what our clients need.
- Pre-course call with your trainer
- Customisation of the learning experience to achieve your goals -
- Bespoke outlines
- Practical hands-on exercises containing data / scenarios recognisable to the learners
- Training scheduled on a date of your choice
- Delivered online, onsite/classroom or hybrid by experts sharing real world experience
Private Group Prices RRP from €6840 online delivery, based on a group of 2 delegates, €2160 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.
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Public Training
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